Search Results - "Portisch, Jan"
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1
The DLCC Node Classification Benchmark for Analyzing Knowledge Graph Embeddings
Published 13-07-2022“…Knowledge graph embedding is a representation learning technique that projects entities and relations in a knowledge graph to continuous vector spaces…”
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2
Walk this Way! Entity Walks and Property Walks for RDF2vec
Published 05-04-2022“…RDF2vec is a knowledge graph embedding mechanism which first extracts sequences from knowledge graphs by performing random walks, then feeds those into the…”
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3
Putting RDF2vec in Order
Published 11-08-2021“…The RDF2vec method for creating node embeddings on knowledge graphs is based on word2vec, which, in turn, is agnostic towards the position of context words. In…”
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4
KERMIT -- A Transformer-Based Approach for Knowledge Graph Matching
Published 29-04-2022“…One of the strongest signals for automated matching of knowledge graphs and ontologies are textual concept descriptions. With the rise of transformer-based…”
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Matching with Transformers in MELT
Published 15-09-2021“…One of the strongest signals for automated matching of ontologies and knowledge graphs are the textual descriptions of the concepts. The methods that are…”
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Background Knowledge in Schema Matching: Strategy vs. Data
Published 29-06-2021“…The use of external background knowledge can be beneficial for the task of matching schemas or ontologies automatically. In this paper, we exploit six…”
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FinMatcher at FinSim-2: Hypernym Detection in the Financial Services Domain using Knowledge Graphs
Published 02-03-2021“…This paper presents the FinMatcher system and its results for the FinSim 2021 shared task which is co-located with the Workshop on Financial Technology on the…”
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Entity Type Prediction Leveraging Graph Walks and Entity Descriptions
Published 28-07-2022“…The entity type information in Knowledge Graphs (KGs) such as DBpedia, Freebase, etc. is often incomplete due to automated generation or human curation. Entity…”
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Supervised Ontology and Instance Matching with MELT
Published 20-09-2020“…In this paper, we present MELT-ML, a machine learning extension to the Matching and EvaLuation Toolkit (MELT) which facilitates the application of supervised…”
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RDF2Vec Light -- A Lightweight Approach for Knowledge Graph Embeddings
Published 16-09-2020“…Knowledge graph embedding approaches represent nodes and edges of graphs as mathematical vectors. Current approaches focus on embedding complete knowledge…”
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Visual Analysis of Ontology Matching Results with the MELT Dashboard
Published 27-04-2020“…In this demo, we introduce MELT Dashboard, an interactive Web user interface for ontology alignment evaluation which is created with the existing Matching…”
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12
KGvec2go -- Knowledge Graph Embeddings as a Service
Published 09-03-2020“…In this paper, we present KGvec2go, a Web API for accessing and consuming graph embeddings in a light-weight fashion in downstream applications. Currently, we…”
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Ontology Matching Through Absolute Orientation of Embedding Spaces
Published 08-04-2022“…Ontology matching is a core task when creating interoperable and linked open datasets. In this paper, we explore a novel structure-based mapping approach which…”
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Challenges of Linking Organizational Information in Open Government Data to Knowledge Graphs
Published 14-08-2020“…Open Government Data (OGD) is being published by various public administration organizations around the globe. Within the metadata of OGD data catalogs, the…”
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Knowledge Graphs Evolution and Preservation -- A Technical Report from ISWS 2019
Published 22-12-2020“…One of the grand challenges discussed during the Dagstuhl Seminar "Knowledge Graphs: New Directions for Knowledge Representation on the Semantic Web" and…”
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